Research Tools
Discourse Analysis
Semantic discourse categories assigned by Claude Haiku — 14 DH-informed categories classifying how commenters frame their arguments.
Comments Labeled
44,412
of 487,977 total
Coverage
9.1%
of eligible comments
Categories Active
14
of 14 discourse types
Avg Confidence
0.807
classifier confidence
Model
Claude Haiku
multi-label classification
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Question
1,353 comments
Why is ICE shooting US citizens when they could be going after these human traffickers ?
Why is ICE shooting US citizens when they could be going after these human traffickers ?
Rhetorical question challenging law enforcement priorities, implicitly calling for action against human trafficking.
TheDoughGetta
Jan 27, 2026
Will the EU help Canada when the US invade?
Will the EU help Canada when the US invade?
Poses a hypothetical question about international alliances and military support, comparing Canada's position to the EU.
@Matto_Harvo
Mar 4, 2025
Trudeau of all???
Trudeau of all???
Expresses confusion or skepticism about Trudeau's involvement, seeking clarification.
Question
0.70
@MWild-eq8ex
Mar 4, 2025
The real question is. Why are you still here ?
The real question is. Why are you still here ?
Phrased as a rhetorical question challenging someone's presence, implying they should leave.
@bharat2580
Mar 4, 2025
if only you d learn french. why do you think he switched language?
if only you d learn french. why do you think he switched language?
Poses a question about language choice that implies criticism of English-language preference, touching on cultural/linguistic identity.
@il_giambo
Mar 4, 2025
Isn't gana working
Isn't gana working
Unclear phrasing but appears to be a question about whether something is working or will work.
Question
0.70
@MohamedAbshir-y2f
Mar 5, 2025
Why are you crying to the Amercan people
Why are you crying to the Amercan people
Rhetorical question challenging Canada's diplomatic approach to American audience, seeking clarification or expressing skepticism.
@davidlozano6672
Mar 4, 2025
I thought you Canadians ran this guy off already.
I thought you Canadians ran this guy off already.
Rhetorical question implying Canadians should have removed Trudeau, with nationalist undertones.
@skittleboy15
Mar 4, 2025
But does Trudeau really think Trump is smart? ?
But does Trudeau really think Trump is smart? ?
Rhetorical question expressing skepticism about Trump's intelligence, functioning as both inquiry and implicit criticism.
@GeorgieGirl1028
Mar 4, 2025
Why was fentanyl coming from Canada? They manufacture it?
Why was fentanyl coming from Canada? They manufacture it?
Asks a question about fentanyl sourcing that implies Canada manufactures it, combining inquiry with an unverified premise.
@anabellevicente8274
Mar 4, 2025
Is it possible Trump is playing makets for himself and his buddies? Is he creating a downturn so they can buy, buy, buy at a discount?
Is it possible Trump is playing makets for himself and his buddies? Is he creating a downturn so they can buy, buy, buy at a discount?
Poses speculative questions about Trump's motives and market manipulation without evidence, framed as inquiry.
@ReneeBanchiere
Mar 4, 2025
Trudeau said this is going to be hard on america. We will see?!!!!!?
Trudeau said this is going to be hard on america. We will see?!!!!!?
Seeks verification of Trudeau's claim about impact on America, framed as comparative statement between nations.
@coreyshrewsbury7390
Mar 5, 2025
Is this Canada's version of ICE 👀
Is this Canada's version of ICE 👀
Asks whether Canada's immigration enforcement resembles ICE, implying concern about aggressive deportation policies.
@dawkinsco6298
Feb 20, 2026
Can you imagine the next world's leader warning Americans before the downfall?
Can you imagine the next world's leader warning Americans before the downfall?
Rhetorical question expressing concern about future political leadership and national decline.
@MysikiTV
Mar 4, 2025
You know most of the Punjabis and many people who claim they are mostly pakistani
You know most of the Punjabis and many people who claim they are mostly pakistani
Incomplete sentence structure suggests an unfinished question or observation about Punjabi and Pakistani identity claims, though intent is unclear.
Question
0.65
Ak-t1u
Feb 7, 2026
Well are we done now
Well are we done now
Brief rhetorical question seeking closure or confirmation about an ongoing situation, though context-dependent.
Question
0.65
@meka0004
Mar 4, 2025
In canada you dont need a canadian DL to drive on the road.
In canada you dont need a canadian DL to drive on the road.
States a factual claim about Canadian driving regulations that appears to be seeking clarification or challenging policy.
RavenRose88
Jan 27, 2026
I think you need to go to Surrey BC
I think you need to go to Surrey BC
Appears to be a directive or suggestion to visit/observe Surrey BC, likely implying a question about immigration impacts there.
Question
0.65
jeongjamal127
Jan 29, 2026
There is a bad angle to this
There is a bad angle to this
Vague statement suggesting disagreement or requesting clarification about the video's framing, though lacks specificity.
Question
0.65
adamluce1901
Jan 27, 2026
Next time you should ask them why they say they are from Punjab rather than from India, this is only religion in India 🇮🇳 who resonates themselves as a state of India which is Punjab. …
Next time you should ask them why they say they are from Punjab rather than from India, this is only religion in India 🇮🇳 who resonates themselves as a state of India which is Punjab. I am sure Punjab didn’t issue them Passports it’s India.
Suggests a line of questioning about identity claims (Punjab vs. India) and passport issuance, mixing inquiry with implicit skepticism about immigrant documentation.
Leoaugust1188
Jan 28, 2026
Compare Videos
Select 2–4 videos to compare their discourse profiles side by side (% of labeled comments).
Discourse Taxonomy
Category Distribution
Primary discourse type assigned to each comment
Classifier Confidence
Distribution of confidence scores across all labeled comments
Discourse Over Time
Top 6 discourse types by month — how framing evolves over time
Category Co-occurrence
Which discourse types most frequently appear together on the same comment
Top Channels by Discourse Type
Identity Assertion
CNN
2,313
Tyler Oliveira
1,991
RocaNews
467
JamCan
274
Yoke Immigration Canada
89
Solidarity
CNN
4,297
Tyler Oliveira
400
RocaNews
75
JamCan
36
CTV Your Morning
32
Policy Critique
CNN
3,445
Tyler Oliveira
551
Toronto Sun
340
CTV News
268
RocaNews
235
Humor / Satire
CNN
2,078
Tyler Oliveira
1,667
RocaNews
241
Global News
89
CTV News
68
Fear / Threat
Tyler Oliveira
1,549
CNN
1,332
RocaNews
321
JamCan
204
Toronto Sun
118
Meta-Commentary
Tyler Oliveira
1,702
CNN
1,478
RocaNews
168
CTV News
81
JamCan
77
Unverified Claim
CNN
1,480
Tyler Oliveira
820
RocaNews
203
Yoke Immigration Canada
203
JamCan
152
Moral Argument
CNN
1,733
Tyler Oliveira
704
RocaNews
205
JamCan
73
CTV Your Morning
23
Classified by Claude Haiku (Anthropic)
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14-category DH taxonomy
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Discourse Quality (Perspective API)